Open Access
12 June 2023 Shortwave infrared diffuse optical wearable probe for quantification of water and lipid content in emulsion phantoms using deep learning
Samuel S. Spink, Anahita Pilvar, Lina Lin Wei, Jodee Frias, Kylee Anders, Sabrina T. Franco, Olivia Claire Rose, Megan Freeman, Grace Bag, Huiru Huang, Darren Roblyer
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Abstract

Significance

The shortwave infrared (SWIR, ∼900 to 2000 nm) holds promise for label-free measurements of water and lipid content in thick tissue, owed to the chromophore-specific absorption features and low scattering in this range. In vivo water and lipid estimations have potential applications including the monitoring of hydration, volume status, edema, body composition, weight loss, and cancer. To the best of our knowledge, there are currently no point-of-care or wearable devices available that exploit the SWIR wavelength range, limiting clinical and at-home translation of this technology.

Aim

To design and fabricate a diffuse optical wearable SWIR probe for water and lipid quantification in tissue.

Approach

Simulations were first performed to confirm the theoretical advantage of SWIR wavelengths over near infrared (NIR). The probe was then fabricated, consisting of light emitting diodes at three wavelengths (980, 1200, 1300 nm) and four source-detector (S-D) separations (7, 10, 13, 16 mm). In vitro validation was then performed on emulsion phantoms containing varying concentrations of water, lipid, and deuterium oxide (D2O). A deep neural network was developed as the inverse model for quantity estimation.

Results

Simulations indicated that SWIR wavelengths could reduce theoretical water and lipid extraction errors from ∼6 % to ∼1 % when compared to NIR wavelengths. The SWIR probe had good signal-to-noise ratio (>32 dB up to 10 mm S-D) and low drift (<1.1 % up to 10 mm S-D). Quantification error in emulsion phantoms was 2.1 ± 1.1 % for water and −1.2 ± 1.5 % for lipid. Water estimation during a D2O dilution experiment had an error of 3.1 ± 3.7 % .

Conclusions

This diffuse optical SWIR probe was able to quantify water and lipid contents in vitro with good accuracy, opening the door to human investigations.

CC BY: © The Authors. Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
Samuel S. Spink, Anahita Pilvar, Lina Lin Wei, Jodee Frias, Kylee Anders, Sabrina T. Franco, Olivia Claire Rose, Megan Freeman, Grace Bag, Huiru Huang, and Darren Roblyer "Shortwave infrared diffuse optical wearable probe for quantification of water and lipid content in emulsion phantoms using deep learning," Journal of Biomedical Optics 28(9), 094808 (12 June 2023). https://doi.org/10.1117/1.JBO.28.9.094808
Received: 3 April 2023; Accepted: 23 May 2023; Published: 12 June 2023
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CITATIONS
Cited by 2 scholarly publications.
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KEYWORDS
Short wave infrared radiation

Near infrared

Scattering

Education and training

Emulsions

Infrared radiation

Shortwaves

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